Mathematical Tools for Data Mining

Set Theory, Partial Orders, Combinatorics

Nonfiction, Computers, Database Management, Data Processing, General Computing
Cover of the book Mathematical Tools for Data Mining by Chabane Djeraba, Dan A. Simovici, Springer London
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Author: Chabane Djeraba, Dan A. Simovici ISBN: 9781447164074
Publisher: Springer London Publication: March 27, 2014
Imprint: Springer Language: English
Author: Chabane Djeraba, Dan A. Simovici
ISBN: 9781447164074
Publisher: Springer London
Publication: March 27, 2014
Imprint: Springer
Language: English

Data mining essentially relies on several mathematical disciplines, many of which are presented in this second edition of this book. Topics include partially ordered sets, combinatorics, general topology, metric spaces, linear spaces, graph theory. To motivate the reader a significant number of applications of these mathematical tools are included ranging from association rules, clustering algorithms, classification, data constraints, logical data analysis, etc. The book is intended as a reference for researchers and graduate students. The current edition is a significant expansion of the first edition. We strived to make the book self-contained and only a general knowledge of mathematics is required. More than 700 exercises are included and they form an integral part of the material. Many exercises are in reality supplemental material and their solutions are included.

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Data mining essentially relies on several mathematical disciplines, many of which are presented in this second edition of this book. Topics include partially ordered sets, combinatorics, general topology, metric spaces, linear spaces, graph theory. To motivate the reader a significant number of applications of these mathematical tools are included ranging from association rules, clustering algorithms, classification, data constraints, logical data analysis, etc. The book is intended as a reference for researchers and graduate students. The current edition is a significant expansion of the first edition. We strived to make the book self-contained and only a general knowledge of mathematics is required. More than 700 exercises are included and they form an integral part of the material. Many exercises are in reality supplemental material and their solutions are included.

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